Evaluating AI models on comic explanation tasks using Perry Bible Fellowship comics
| Rank | Model | Avg | Best | Worst |
|---|
| Comic ↕ | Gemini 2.0 Flash | Gpt 4o Mini | O3 Mini | O4 Mini | Gpt 4.1 | Gemini 2.5 Flash | Gpt 4o | Claude 4 Sonnet | Average ↕ |
|---|---|---|---|---|---|---|---|---|---|
| Kitty Stuck | 6.4 | 8.8 | 8.8 | 8.8 | 8.8 | 4.7 | 8.8 | 2.4 | 7.17 |
| New Herald of Galactus | 6.3 | 8.8 | 8.1 | 6.5 | 7.2 | 3.5 | 7.3 | 3.5 | 6.39 |
| The Blue Hair | 4.3 | 4.5 | 2.4 | 3.5 | 5.5 | 3.5 | 3.5 | 2.2 | 3.68 |
| The Green Menace | 4.8 | 8.8 | 8.8 | 8.7 | 8.5 | 4.8 | 8.8 | 5.5 | 7.33 |
| Keep on Truckin’ | 7.7 | 8.8 | 7.8 | 7.8 | 7.0 | 7.4 | 8.8 | 5.1 | 7.56 |
| Krabzaam | 7.2 | 8.8 | 7.2 | 7.8 | 7.8 | 7.7 | 8.8 | 2.4 | 7.18 |
| 0 Percent Chance | 6.6 | 6.3 | 5.9 | 6.4 | 6.5 | 6.1 | 5.7 | 3.5 | 5.88 |
| A Fit of the Vapours | 9.2 | 9.0 | 8.2 | 8.8 | 8.8 | 8.1 | 8.5 | 7.0 | 8.45 |
| Agresion | 4.3 | 5.4 | 4.6 | 3.7 | 3.7 | 4.2 | 4.7 | 2.4 | 4.11 |
| All Purpose Flour | 9.2 | 8.8 | 9.0 | 8.8 | 8.8 | 8.8 | 8.8 | 7.2 | 8.66 |
| An End to Gopher Trouble | 4.8 | 3.1 | 2.7 | 3.5 | 3.7 | 3.7 | 3.5 | 2.5 | 3.45 |
| Clicked | 8.5 | 8.8 | 8.8 | 8.8 | 8.5 | 8.5 | 8.1 | 4.4 | 8.03 |
| Arise | 4.3 | 8.8 | 8.8 | 8.8 | 8.8 | 6.3 | 7.4 | 5.5 | 7.32 |
| Astronaut Fall | 8.8 | 7.2 | 7.8 | 7.8 | 7.2 | 8.1 | 7.2 | 2.8 | 7.09 |
| Barkelangelo | 7.7 | 8.8 | 8.5 | 8.8 | 8.8 | 8.8 | 8.2 | 6.8 | 8.30 |
| Battleship | 4.2 | 7.9 | 8.8 | 8.8 | 8.8 | 4.8 | 8.8 | 2.4 | 6.79 |
| Big Numbers | 8.8 | 7.3 | 7.2 | 7.2 | 6.2 | 8.8 | 8.8 | 2.8 | 7.11 |
| Billy the Bunny | 9.0 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 3.7 | 8.16 |
| Bip | 8.5 | 8.5 | 8.5 | 8.5 | 8.5 | 8.8 | 8.2 | 6.9 | 8.29 |
| Bird Chef | 8.8 | 8.8 | 8.8 | 8.5 | 8.8 | 8.1 | 8.5 | 3.5 | 7.95 |
| Blocked | 4.3 | 4.8 | 7.1 | 4.5 | 3.9 | 4.3 | 4.3 | 4.4 | 4.70 |
| Book World | 8.8 | 8.5 | 9.0 | 9.2 | 9.0 | 8.2 | 8.8 | 3.7 | 8.14 |
| Bright | 6.5 | 7.5 | 8.8 | 8.8 | 8.8 | 7.2 | 8.8 | 4.6 | 7.59 |
| Brushed | 8.8 | 7.8 | 6.8 | 8.5 | 8.8 | 7.0 | 8.8 | 4.3 | 7.60 |
| Bubbled | 8.8 | 7.6 | 7.7 | 7.5 | 7.7 | 8.1 | 7.7 | 2.8 | 7.21 |
| Caring for Your Turtle | 7.2 | 8.3 | 7.1 | 8.8 | 7.0 | 4.2 | 7.8 | 3.5 | 6.72 |
| Charged | 8.8 | 8.8 | 8.8 | 6.9 | 8.5 | 8.8 | 8.8 | 6.3 | 8.19 |
| Primate Checkmate | 8.8 | 7.1 | 4.3 | 3.9 | 5.9 | 7.4 | 6.2 | 3.5 | 5.87 |
| Clear Boundaries | 9.2 | 8.5 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 3.7 | 8.14 |
| Clear Message | 4.7 | 7.0 | 7.2 | 4.4 | 6.2 | 5.4 | 7.0 | 4.1 | 5.74 |
| Command Respect | 6.4 | 7.8 | 8.8 | 7.8 | 7.1 | 7.2 | 7.2 | 2.7 | 6.85 |
| Connections | 7.2 | 7.1 | 6.3 | 5.9 | 6.1 | 7.2 | 6.8 | 3.5 | 6.26 |
| Cranky Baby | 6.8 | 8.5 | 8.8 | 9.2 | 7.8 | 5.5 | 9.2 | 3.4 | 7.39 |
| Cupid Mistake | 7.0 | 7.5 | 7.2 | 6.8 | 7.2 | 7.5 | 7.8 | 3.7 | 6.84 |
| Spaced Out | 9.2 | 8.8 | 8.8 | 8.2 | 8.8 | 8.8 | 8.8 | 7.2 | 8.55 |
| Deeply-Held Beliefs | 4.5 | 7.2 | 4.4 | 3.7 | 5.1 | 4.7 | 4.7 | 2.8 | 4.64 |
| Dinosaur Sheriff | 8.8 | 3.5 | 7.0 | 3.5 | 3.5 | 8.8 | 5.5 | 2.4 | 5.37 |
| Disgusting Ted | 4.3 | 3.5 | 7.2 | 2.9 | 5.5 | 6.4 | 3.7 | 1.9 | 4.42 |
| Ditty | 8.8 | 9.0 | 9.2 | 9.0 | 9.2 | 8.1 | 7.2 | 2.9 | 7.89 |
| Don’t be a Statistic | 7.0 | 6.7 | 9.1 | 6.7 | 7.5 | 8.4 | 7.0 | 6.7 | 7.38 |
| Dragon | 7.2 | 8.8 | 8.8 | 8.5 | 8.8 | 6.9 | 7.8 | 2.9 | 7.44 |
| Executive Decision | 9.2 | 8.8 | 8.8 | 8.2 | 8.8 | 7.8 | 8.2 | 3.5 | 7.91 |
| Deep Impact | 8.8 | 9.0 | 8.8 | 7.0 | 6.8 | 8.5 | 9.2 | 4.3 | 7.79 |
| Friendly | 8.2 | 8.8 | 7.9 | 7.7 | 8.8 | 7.2 | 7.2 | 2.6 | 7.28 |
| Game Boy | 7.2 | 7.8 | 8.8 | 8.8 | 8.8 | 8.3 | 8.8 | 3.5 | 7.73 |
| Gingerbread Man | 4.2 | 6.5 | 5.5 | 4.5 | 4.4 | 4.9 | 3.5 | 2.5 | 4.49 |
| Gnome Bubbles | 4.3 | 7.1 | 6.1 | 6.8 | 6.8 | 5.3 | 5.9 | 3.5 | 5.74 |
| The Good Knight | 9.2 | 8.8 | 8.8 | 9.2 | 8.8 | 8.8 | 8.8 | 4.4 | 8.31 |
| Goodbye Stanley | 4.5 | 2.4 | 2.8 | 2.4 | 2.9 | 4.6 | 2.4 | 2.4 | 3.05 |
| Gordrag’s Bane | 8.8 | 9.2 | 8.1 | 8.8 | 7.5 | 8.8 | 8.8 | 3.5 | 7.91 |
| Gotcha the Clown | 7.7 | 8.8 | 8.8 | 5.5 | 8.8 | 7.0 | 8.8 | 2.4 | 7.19 |
| Grammar Wizard | 8.8 | 8.8 | 7.5 | 7.5 | 8.2 | 5.0 | 8.5 | 2.4 | 7.08 |
| Grandpa’s Couch | 8.5 | 8.8 | 7.8 | 7.8 | 7.5 | 7.5 | 8.5 | 2.6 | 7.39 |
| Grandpa’s Silly Mustache | 6.4 | 3.2 | 3.5 | 3.5 | 3.5 | 8.8 | 3.7 | 2.4 | 4.37 |
| Growing Together | 8.8 | 7.6 | 6.5 | 7.3 | 5.5 | 8.5 | 6.3 | 2.8 | 6.66 |
| Happy Place | 6.5 | 7.8 | 7.5 | 7.9 | 7.8 | 6.3 | 7.9 | 3.5 | 6.91 |
| Harlot’s Web | 6.2 | 8.8 | 7.2 | 7.8 | 8.8 | 4.7 | 7.8 | 3.5 | 6.84 |
| High Noon | 5.9 | 9.0 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 4.8 | 7.94 |
| Hobbitos™ | 8.8 | 7.8 | 8.7 | 7.8 | 8.5 | 8.8 | 8.8 | 3.5 | 7.81 |
| Introvertebrate | 7.1 | 3.5 | 3.5 | 3.1 | 4.8 | 7.1 | 3.4 | 2.6 | 4.39 |
| Hug Bot | 8.4 | 8.8 | 8.8 | 8.8 | 8.8 | 8.3 | 9.2 | 2.9 | 7.99 |
| Life Sentence | 5.9 | 8.8 | 9.2 | 8.8 | 8.8 | 7.8 | 9.0 | 6.6 | 8.09 |
| Lucky Day | 5.4 | 5.7 | 6.4 | 6.3 | 7.2 | 4.9 | 7.5 | 3.5 | 5.85 |
| Marthas Orphanage | 9.2 | 9.0 | 8.8 | 8.8 | 8.5 | 8.8 | 9.0 | 6.1 | 8.51 |
| Master Yoshi | 7.2 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 6.2 | 8.24 |
| Me Ow | 8.1 | 8.8 | 8.8 | 8.8 | 8.8 | 9.2 | 8.8 | 3.3 | 8.04 |
| Memorabilia | 7.8 | 7.0 | 3.7 | 7.2 | 7.8 | 8.5 | 6.3 | 2.4 | 6.34 |
| Missing School | 8.5 | 7.0 | 7.8 | 8.8 | 8.8 | 4.9 | 8.8 | 3.5 | 7.24 |
| Mittens | 6.8 | 7.0 | 8.8 | 8.8 | 8.8 | 7.2 | 6.2 | 6.2 | 7.46 |
| Monkey Photographer | 7.0 | 4.2 | 4.3 | 4.3 | 6.0 | 7.8 | 4.4 | 2.3 | 5.05 |
| Mr. Scoop | 8.9 | 3.5 | 4.3 | 4.3 | 2.5 | 8.5 | 3.5 | 4.3 | 4.97 |
| Negative Space | 6.2 | 7.1 | 7.8 | 5.1 | 7.2 | 3.5 | 6.9 | 3.7 | 5.93 |
| Nice Shirt | 8.8 | 7.7 | 7.8 | 7.1 | 7.0 | 7.8 | 7.5 | 2.6 | 7.04 |
| Night Shift | 8.8 | 8.8 | 8.8 | 6.8 | 8.5 | 8.8 | 8.1 | 2.9 | 7.69 |
| Not a Wolf | 6.8 | 8.5 | 7.6 | 6.9 | 7.8 | 7.0 | 7.8 | 2.4 | 6.86 |
| Now Showing | 7.7 | 8.1 | 8.8 | 7.8 | 7.8 | 8.4 | 8.8 | 7.2 | 8.07 |
| Obscenery | 4.6 | 7.8 | 7.2 | 6.8 | 5.5 | 5.5 | 5.5 | 2.9 | 5.71 |
| Party Time Flies | 6.0 | 5.2 | 7.2 | 6.5 | 8.5 | 4.8 | 5.2 | 3.5 | 5.86 |
| Please | 7.2 | 8.8 | 8.8 | 8.8 | 8.8 | 5.5 | 8.1 | 5.7 | 7.67 |
| Pop | 8.1 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.5 | 4.8 | 8.16 |
| Prehistoric Park | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 9.2 | 8.8 | 3.7 | 8.18 |
| Preserves | 9.0 | 8.8 | 8.5 | 8.8 | 8.8 | 7.8 | 8.8 | 3.4 | 7.98 |
| Holiday Flavor | 4.2 | 3.5 | 6.8 | 3.7 | 4.2 | 4.1 | 3.9 | 2.6 | 4.11 |
| Punch Bout | 8.5 | 6.3 | 6.5 | 5.9 | 7.3 | 8.2 | 8.2 | 4.2 | 6.88 |
| Puzzled | 4.5 | 7.2 | 6.3 | 7.0 | 7.2 | 3.7 | 7.1 | 6.2 | 6.14 |
| Quiz Kid | 6.8 | 7.8 | 8.8 | 5.9 | 8.8 | 5.3 | 7.8 | 3.5 | 6.84 |
| Returned Mail | 6.5 | 8.8 | 7.8 | 8.8 | 8.1 | 6.2 | 7.0 | 2.7 | 6.97 |
| Robin Hood | 7.0 | 8.1 | 7.8 | 8.8 | 8.8 | 7.2 | 8.8 | 2.4 | 7.35 |
| Rubbed | 4.8 | 6.4 | 7.7 | 8.8 | 7.7 | 4.3 | 8.8 | 3.2 | 6.44 |
| Geopardy | 8.8 | 7.2 | 8.2 | 8.8 | 8.5 | 8.5 | 8.2 | 2.4 | 7.56 |
| Scorchy | 7.7 | 6.8 | 7.0 | 6.5 | 5.9 | 7.2 | 6.2 | 3.7 | 6.37 |
| Secret Mutant Hero Team | 8.8 | 8.8 | 9.0 | 8.8 | 8.8 | 8.8 | 8.1 | 2.7 | 7.95 |
| Seltzer | 8.7 | 8.8 | 8.8 | 8.8 | 8.5 | 8.5 | 8.5 | 3.9 | 8.04 |
| Sex Show | 5.9 | 5.3 | 4.3 | 5.2 | 4.4 | 6.5 | 4.1 | 2.1 | 4.73 |
| Sir Leopold | 7.7 | 9.2 | 8.8 | 7.8 | 8.8 | 5.7 | 8.8 | 2.3 | 7.37 |
| Sisyphus Myth | 8.8 | 7.3 | 7.2 | 7.4 | 7.3 | 8.8 | 7.3 | 7.2 | 7.66 |
| Skub | 9.2 | 8.1 | 8.8 | 8.8 | 8.8 | 8.8 | 9.2 | 8.1 | 8.72 |
| Slamasaurus | 5.9 | 5.3 | 5.4 | 5.1 | 6.1 | 6.2 | 4.9 | 3.7 | 5.32 |
| Sloshed | 7.2 | 7.8 | 7.2 | 7.8 | 7.2 | 7.5 | 7.5 | 2.9 | 6.88 |
| Snow Globe | 7.2 | 8.3 | 8.8 | 7.2 | 4.7 | 6.5 | 4.7 | 4.3 | 6.45 |
| Solved | 6.8 | 5.5 | 4.5 | 4.3 | 4.4 | 5.1 | 6.5 | 4.3 | 5.17 |
| Spared | 8.8 | 8.8 | 8.8 | 8.8 | 9.2 | 9.2 | 9.0 | 5.1 | 8.42 |
| Splash Down | 3.7 | 6.2 | 8.8 | 8.8 | 8.8 | 4.3 | 6.5 | 2.9 | 6.22 |
| Standards | 8.8 | 7.3 | 7.3 | 7.2 | 7.3 | 9.2 | 7.3 | 6.4 | 7.59 |
| Styled | 8.8 | 8.2 | 7.1 | 7.2 | 7.2 | 8.8 | 7.3 | 4.3 | 7.34 |
| Substitute | 8.1 | 6.3 | 8.8 | 7.2 | 8.8 | 7.8 | 8.5 | 3.7 | 7.39 |
| Super League | 8.2 | 8.2 | 8.3 | 8.3 | 7.3 | 8.8 | 8.8 | 3.5 | 7.66 |
| The Ants Dance | 6.3 | 5.1 | 5.7 | 6.6 | 3.7 | 5.3 | 3.9 | 2.9 | 4.92 |
| The Golden Ticket | 9.2 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.5 | 2.4 | 7.99 |
| The Hare and the Tortoise | 8.8 | 8.5 | 8.8 | 8.8 | 7.5 | 8.2 | 8.5 | 3.5 | 7.81 |
| The Order | 8.8 | 6.3 | 7.3 | 7.3 | 7.3 | 8.8 | 7.3 | 5.9 | 7.37 |
| The Treat | 7.2 | 7.8 | 7.2 | 8.8 | 8.8 | 7.2 | 4.7 | 3.3 | 6.86 |
| The Extraction | 7.5 | 8.8 | 8.8 | 8.8 | 8.5 | 7.4 | 8.8 | 3.7 | 7.77 |
| The Flight | 9.2 | 8.5 | 8.8 | 8.8 | 8.5 | 8.8 | 8.8 | 4.2 | 8.18 |
| The Forbidden Cave | 8.4 | 8.3 | 7.7 | 6.8 | 8.0 | 8.8 | 7.4 | 3.2 | 7.31 |
| Invasion | 4.3 | 4.8 | 4.9 | 4.3 | 4.8 | 4.4 | 6.1 | 3.7 | 4.67 |
| The Report | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 7.8 | 8.8 | 3.5 | 7.99 |
| The Shrink Ray | 5.2 | 4.2 | 4.3 | 3.9 | 3.9 | 6.2 | 4.3 | 2.3 | 4.28 |
| The Talk | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 7.2 | 8.55 |
| There’s Something About Him | 7.5 | 8.8 | 8.8 | 8.8 | 7.2 | 6.8 | 8.8 | 2.8 | 7.42 |
| Tickle Monster | 4.3 | 7.7 | 8.8 | 6.9 | 7.3 | 4.3 | 6.8 | 3.5 | 6.19 |
| Today I am Going to Fly | 8.2 | 4.5 | 6.3 | 8.5 | 8.5 | 8.1 | 6.2 | 6.5 | 7.09 |
| Today’s My Birthday | 6.3 | 6.3 | 7.0 | 6.3 | 6.3 | 5.4 | 6.4 | 3.5 | 5.96 |
| Trauma Trooper | 8.1 | 7.2 | 8.8 | 7.8 | 8.8 | 8.4 | 9.2 | 3.9 | 7.76 |
| Treatment | 5.8 | 3.5 | 3.5 | 4.3 | 5.4 | 5.9 | 4.2 | 2.2 | 4.34 |
| Turn That Frown | 7.7 | 9.0 | 8.8 | 9.0 | 8.8 | 8.8 | 8.8 | 4.1 | 8.12 |
| The Lost Mitten: Part 1 | 8.5 | 8.3 | 6.3 | 6.4 | 6.0 | 8.5 | 7.3 | 3.7 | 6.88 |
| Uncle Duncan | 8.8 | 9.0 | 8.8 | 8.1 | 8.8 | 7.9 | 8.8 | 3.4 | 7.92 |
| Us | 7.2 | 6.5 | 6.8 | 6.8 | 4.1 | 7.2 | 8.8 | 4.4 | 6.48 |
| Way Too Much (Apologies to Bil Keane) | 8.8 | 8.8 | 9.4 | 7.2 | 8.8 | 7.9 | 8.8 | 3.5 | 7.88 |
| Wise Shitashi | 8.8 | 5.5 | 4.5 | 7.0 | 5.4 | 7.6 | 4.3 | 4.6 | 5.96 |
| Worm Squish | 5.2 | 8.8 | 8.8 | 8.5 | 8.1 | 6.2 | 7.8 | 3.5 | 7.09 |
| You’ll Be OK | 7.2 | 5.5 | 5.7 | 6.5 | 5.7 | 6.1 | 5.7 | 4.2 | 5.80 |
| Stiff Breeze | 7.3 | 6.9 | 6.4 | 7.4 | 4.4 | 4.2 | 6.5 | 2.6 | 5.71 |
| Dad and Monster | 7.9 | 4.7 | 6.1 | 6.7 | 6.4 | 5.5 | 6.4 | 7.0 | 6.33 |
| Billiards in Heaven | 8.8 | 8.3 | 8.5 | 9.0 | 8.8 | 7.8 | 8.5 | 4.4 | 8.02 |
| Instant Bacon | 8.8 | 3.5 | 2.4 | 2.7 | 5.2 | 8.8 | 3.7 | 2.5 | 4.69 |
| Doomsday News | 8.2 | 8.5 | 8.8 | 8.8 | 8.5 | 7.2 | 9.2 | 4.4 | 7.92 |
| Space Helmet | 4.7 | 3.5 | 5.1 | 3.5 | 4.2 | 3.7 | 5.2 | 2.4 | 4.02 |
| Puppy Wish | 8.5 | 8.2 | 8.2 | 7.9 | 7.2 | 8.5 | 8.3 | 3.5 | 7.53 |
| Rainbow | 9.2 | 8.8 | 8.8 | 7.8 | 8.8 | 8.8 | 8.1 | 2.4 | 7.82 |
| Butterflies | 5.9 | 3.7 | 5.5 | 6.4 | 5.5 | 3.7 | 6.5 | 3.5 | 5.09 |
| Dinner Time Machine | 8.1 | 5.6 | 5.5 | 5.7 | 5.5 | 8.8 | 5.7 | 3.5 | 6.04 |
| Gopher Girlfriend | 5.2 | 2.8 | 4.3 | 3.5 | 3.1 | 7.0 | 3.1 | 3.5 | 4.06 |
| Bear Boy | 8.8 | 6.9 | 5.5 | 6.5 | 6.5 | 8.1 | 5.9 | 3.2 | 6.42 |
| Pyro Billy | 7.6 | 4.3 | 4.5 | 5.5 | 3.5 | 7.8 | 3.8 | 5.5 | 5.32 |
| Nude Beach | 8.8 | 7.6 | 7.2 | 6.9 | 6.2 | 8.8 | 7.0 | 3.5 | 6.99 |
| Sun Love | 8.8 | 8.8 | 8.5 | 7.5 | 8.5 | 8.8 | 8.8 | 3.5 | 7.88 |
| Falling Dream | 6.8 | 6.4 | 8.8 | 9.2 | 8.5 | 3.9 | 7.0 | 2.1 | 6.58 |
| Suicide Train | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 3.7 | 8.15 |
| Kinder Interview | 4.4 | 5.5 | 5.2 | 4.4 | 4.3 | 4.3 | 4.2 | 2.4 | 4.33 |
| Small Man | 4.4 | 6.1 | 5.7 | 6.1 | 7.0 | 3.7 | 5.2 | 2.9 | 5.14 |
| Penguin Enemy | 8.8 | 8.2 | 8.8 | 7.9 | 8.2 | 7.8 | 9.2 | 3.5 | 7.78 |
| Turtle City | 5.5 | 5.5 | 5.5 | 7.0 | 6.5 | 6.3 | 6.4 | 6.2 | 6.12 |
| Better Luck | 7.6 | 8.8 | 8.8 | 9.2 | 9.2 | 8.8 | 7.2 | 4.3 | 7.96 |
| Not Today | 7.2 | 7.1 | 8.5 | 8.5 | 8.5 | 4.5 | 7.6 | 3.5 | 6.92 |
| Weeaboo | 6.1 | 8.8 | 8.0 | 7.8 | 7.8 | 6.0 | 8.8 | 5.2 | 7.31 |
| Barb and Rudy | 8.5 | 7.1 | 6.9 | 5.2 | 7.0 | 8.8 | 7.0 | 4.3 | 6.86 |
| Bunny Pit | 8.8 | 8.8 | 8.3 | 8.3 | 8.8 | 8.8 | 8.8 | 4.8 | 8.16 |
| Christmas Surgery | 4.9 | 4.2 | 3.4 | 3.9 | 4.1 | 4.8 | 3.5 | 3.5 | 4.03 |
| QPI Interview | 7.3 | 6.5 | 5.9 | 6.5 | 7.0 | 8.5 | 6.5 | 3.5 | 6.47 |
| Snail Harassment | 8.2 | 8.8 | 8.8 | 8.8 | 5.2 | 8.5 | 8.8 | 8.8 | 8.21 |
| No Survivors | 8.2 | 7.8 | 7.3 | 7.9 | 8.2 | 8.5 | 7.7 | 6.2 | 7.71 |
| Mrs. Hammer | 6.5 | 3.7 | 6.3 | 6.5 | 4.1 | 6.5 | 3.7 | 2.4 | 4.97 |
| Freaking Vortex | 6.8 | 5.5 | 6.1 | 6.1 | 5.1 | 6.8 | 6.1 | 3.5 | 5.75 |
| Sgt. Grumbles | 5.7 | 8.1 | 7.0 | 8.1 | 8.8 | 5.4 | 7.2 | 4.2 | 6.81 |
| Genius Sir | 3.7 | 7.9 | 9.0 | 8.1 | 7.8 | 3.9 | 8.8 | 4.4 | 6.69 |
| Reset | 6.2 | 7.8 | 8.8 | 9.0 | 8.1 | 8.8 | 8.8 | 3.5 | 7.61 |
| Mr. Rex | 7.2 | 7.1 | 7.0 | 7.8 | 8.2 | 7.7 | 8.5 | 2.9 | 7.04 |
| Shotgun | 7.1 | 8.8 | 8.8 | 6.3 | 7.0 | 7.0 | 8.8 | 3.1 | 7.11 |
| Mime City | 5.4 | 3.7 | 3.5 | 3.7 | 3.5 | 4.3 | 4.3 | 3.5 | 3.99 |
| Colonel Sweeto | 6.2 | 7.2 | 6.2 | 6.2 | 6.5 | 4.7 | 6.5 | 3.5 | 5.86 |
| Lord Gloom | 5.5 | 4.6 | 3.5 | 3.1 | 3.1 | 7.1 | 3.1 | 3.7 | 4.21 |
| Love Lizard | 7.0 | 7.7 | 7.9 | 8.8 | 3.3 | 6.2 | 3.7 | 3.5 | 6.01 |
| Satans Hell | 6.2 | 7.5 | 6.5 | 8.8 | 8.8 | 9.2 | 6.3 | 2.4 | 6.94 |
| Kids Are Thursty | 8.2 | 8.5 | 7.3 | 6.8 | 8.8 | 7.9 | 8.8 | 6.5 | 7.84 |
| A Hit for Bobby | 3.9 | 6.1 | 6.9 | 5.5 | 6.3 | 3.8 | 5.7 | 2.4 | 5.07 |
| b | 4.3 | 8.2 | 7.3 | 8.8 | 7.8 | 5.3 | 3.9 | 2.4 | 6.00 |
| Scorpy the Forest Friend | 3.7 | 4.1 | 4.8 | 6.5 | 5.8 | 3.9 | 6.4 | 3.5 | 4.84 |
| Zuthulus Resurrection | 8.8 | 8.8 | 8.8 | 9.4 | 8.8 | 9.0 | 8.8 | 6.2 | 8.55 |
| Disassemble | 5.1 | 6.0 | 7.2 | 7.2 | 7.1 | 5.0 | 7.2 | 3.5 | 6.03 |
| Slim | 3.9 | 7.1 | 3.5 | 7.0 | 7.0 | 4.1 | 3.7 | 2.8 | 4.89 |
| The Dreamcatcher 3000 | 8.3 | 7.0 | 7.9 | 8.8 | 7.2 | 8.8 | 7.8 | 4.3 | 7.49 |
| Cave Explorer | 5.2 | 5.7 | 3.7 | 5.2 | 5.5 | 6.3 | 4.4 | 2.9 | 4.86 |
| Prank Dragon | 3.9 | 3.7 | 3.9 | 2.9 | 3.9 | 3.1 | 3.7 | 2.4 | 3.44 |
| Boss | 3.9 | 6.2 | 5.5 | 7.2 | 6.8 | 7.1 | 6.2 | 3.5 | 5.79 |
| Truancy bot | 6.9 | 8.8 | 8.8 | 8.8 | 8.8 | 7.1 | 8.8 | 6.2 | 8.00 |
| Food Fight | 8.8 | 7.3 | 7.3 | 7.3 | 7.4 | 8.8 | 7.3 | 6.2 | 7.54 |
| Durab Inc. | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.2 | 8.8 | 5.2 | 8.24 |
| Tunnel of Love | 5.7 | 4.4 | 3.5 | 3.3 | 2.8 | 4.3 | 4.3 | 3.1 | 3.92 |
| Guntron | 3.5 | 4.2 | 3.5 | 5.1 | 3.7 | 3.5 | 3.5 | 3.5 | 3.81 |
| Boy Scouts | 4.5 | 7.2 | 6.9 | 5.7 | 6.1 | 4.5 | 6.9 | 2.8 | 5.57 |
| The Pacific Council | 8.8 | 7.2 | 7.2 | 8.8 | 7.7 | 8.1 | 7.2 | 4.4 | 7.39 |
| Cover Blown | 3.7 | 2.8 | 2.6 | 2.6 | 2.6 | 3.9 | 2.8 | 2.5 | 2.94 |
| Les Douleurs de la Morte | 4.5 | 7.5 | 6.9 | 4.2 | 2.9 | 5.5 | 6.0 | 3.7 | 5.14 |
| Toad Race | 3.3 | 4.4 | 3.5 | 4.2 | 4.1 | 4.5 | 5.7 | 3.7 | 4.17 |
| Post Apocalyptic | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.1 | 7.7 | 8.56 |
| Eggnancy | 7.2 | 8.8 | 8.1 | 8.2 | 8.8 | 8.8 | 8.1 | 3.1 | 7.62 |
| Wishing Well | 4.3 | 6.6 | 7.2 | 6.5 | 6.8 | 3.9 | 6.9 | 3.5 | 5.70 |
| Atlantis | 8.8 | 8.8 | 8.8 | 9.2 | 9.1 | 9.0 | 8.8 | 3.5 | 8.22 |
| Kitty Photographer | 6.2 | 8.5 | 8.8 | 8.8 | 8.5 | 4.7 | 8.5 | 2.6 | 7.08 |
| Thwack Ye Mole | 6.5 | 8.8 | 8.8 | 8.8 | 8.8 | 6.4 | 8.2 | 2.5 | 7.33 |
| Magic Eyes | 7.8 | 7.0 | 6.4 | 5.5 | 3.7 | 7.8 | 4.5 | 2.5 | 5.67 |
| The Great Circle | 9.2 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 7.0 | 8.61 |
| Transfer Patient | 8.8 | 7.5 | 7.8 | 7.8 | 8.8 | 7.1 | 8.5 | 3.7 | 7.51 |
| Passed On | 7.2 | 7.3 | 8.5 | 6.8 | 7.5 | 8.8 | 7.3 | 2.6 | 7.01 |
| Gamblin Man | 8.8 | 7.7 | 8.8 | 7.8 | 8.8 | 8.8 | 8.8 | 3.4 | 7.83 |
| Commander Crisp | 8.8 | 8.8 | 8.1 | 8.8 | 7.8 | 8.1 | 8.8 | 7.7 | 8.32 |
| The Masculator | 7.2 | 8.8 | 8.8 | 8.8 | 8.8 | 7.9 | 8.8 | 3.3 | 7.78 |
| Miggs | 4.9 | 5.9 | 3.5 | 6.3 | 4.4 | 4.9 | 3.7 | 2.4 | 4.50 |
| Baby | 8.8 | 7.5 | 7.3 | 7.8 | 7.7 | 7.6 | 7.0 | 2.4 | 7.01 |
| Psychoanalyst | 8.5 | 7.5 | 5.5 | 7.3 | 6.8 | 8.8 | 3.7 | 3.5 | 6.46 |
| Finneas | 8.8 | 8.8 | 8.5 | 8.8 | 8.8 | 5.2 | 8.8 | 2.4 | 7.49 |
| Lyle’s Constant | 8.2 | 7.9 | 7.3 | 7.3 | 8.2 | 5.9 | 7.3 | 2.4 | 6.81 |
| Capital Punishment | 5.7 | 5.5 | 7.9 | 5.1 | 7.0 | 3.5 | 5.5 | 2.6 | 5.34 |
| Trunkle | 4.3 | 3.5 | 2.6 | 2.5 | 2.1 | 3.5 | 2.5 | 2.1 | 2.89 |
| Bee | 4.1 | 6.2 | 7.2 | 6.3 | 7.9 | 6.2 | 6.8 | 3.5 | 6.03 |
| Transmission | 6.7 | 6.3 | 3.4 | 3.1 | 5.5 | 7.2 | 4.4 | 3.7 | 5.03 |
| Evolving to Fly | 5.8 | 5.7 | 5.7 | 3.9 | 5.7 | 5.7 | 5.7 | 3.1 | 5.14 |
| The Last Unicorns | 8.8 | 7.3 | 7.3 | 7.6 | 7.5 | 8.8 | 7.3 | 7.2 | 7.71 |
| Roxanne | 5.9 | 7.2 | 6.2 | 6.2 | 7.0 | 8.2 | 7.1 | 3.4 | 6.39 |
| Different | 6.1 | 5.2 | 3.5 | 3.7 | 5.2 | 4.7 | 5.5 | 2.4 | 4.53 |
| For Baskins | 7.0 | 7.2 | 5.2 | 8.5 | 7.8 | 4.3 | 7.8 | 3.1 | 6.36 |
| One Time Thing | 8.5 | 7.0 | 8.3 | 7.3 | 6.1 | 7.8 | 5.7 | 3.5 | 6.78 |
| Honk | 5.8 | 7.2 | 7.5 | 7.2 | 8.5 | 5.4 | 8.8 | 2.4 | 6.59 |
| Beach Closing | 7.9 | 8.8 | 8.6 | 8.7 | 9.1 | 8.7 | 8.7 | 4.2 | 8.07 |
| The Drift | 4.5 | 8.8 | 7.8 | 8.5 | 8.8 | 3.9 | 8.8 | 3.5 | 6.81 |
| Shop | 6.2 | 7.6 | 5.5 | 7.5 | 4.8 | 6.3 | 7.0 | 4.3 | 6.15 |
| Dreamcatcher | 7.7 | 7.2 | 8.8 | 8.8 | 8.8 | 7.0 | 8.8 | 3.7 | 7.57 |
| Harmony | 3.7 | 5.2 | 5.7 | 5.2 | 4.5 | 3.5 | 6.5 | 2.8 | 4.62 |
| Matched | 7.2 | 5.5 | 6.5 | 6.5 | 6.5 | 7.2 | 6.5 | 3.4 | 6.15 |
| Caught | 7.5 | 7.0 | 8.8 | 8.8 | 7.5 | 8.8 | 8.8 | 2.5 | 7.45 |
| The Breakthrough | 3.3 | 8.8 | 8.8 | 8.5 | 8.8 | 6.2 | 8.8 | 2.9 | 6.99 |
| Cats | 8.8 | 8.8 | 8.8 | 8.8 | 9.0 | 9.2 | 6.8 | 2.7 | 7.84 |
| The Jubilee | 7.2 | 7.8 | 8.5 | 8.5 | 8.8 | 7.2 | 8.2 | 3.4 | 7.42 |
| Spelling | 8.8 | 8.5 | 8.8 | 8.5 | 8.5 | 9.2 | 8.8 | 2.6 | 7.96 |
| Bully | 5.4 | 8.8 | 8.8 | 8.5 | 8.8 | 5.4 | 8.5 | 1.9 | 7.00 |
| Adam 2.0 | 7.9 | 8.8 | 7.8 | 8.5 | 8.8 | 8.1 | 8.8 | 2.6 | 7.66 |
| Lamb of God | 4.9 | 6.1 | 5.6 | 4.2 | 5.9 | 5.5 | 5.8 | 3.3 | 5.16 |
| Splitting Up | 5.5 | 8.8 | 7.7 | 8.8 | 8.8 | 6.9 | 6.5 | 3.3 | 7.02 |
| Metamorph-Assist | 8.8 | 6.2 | 7.2 | 6.2 | 7.0 | 7.8 | 6.8 | 3.5 | 6.67 |
| Technorgy | 7.2 | 7.8 | 7.7 | 7.8 | 7.2 | 6.8 | 8.7 | 3.7 | 7.11 |
| Smile | 9.4 | 8.2 | 8.8 | 8.8 | 8.2 | 8.8 | 8.8 | 6.2 | 8.38 |
| Shocked | 6.2 | 4.6 | 6.8 | 6.5 | 6.1 | 8.5 | 5.5 | 3.5 | 5.96 |
| News Puppy | 7.2 | 8.8 | 7.1 | 7.9 | 9.0 | 9.2 | 8.8 | 3.3 | 7.64 |
| Amends | 8.1 | 9.2 | 8.5 | 8.5 | 8.5 | 9.0 | 7.7 | 2.4 | 7.72 |
| Electro Sutra | 4.4 | 3.3 | 3.5 | 3.5 | 3.5 | 3.7 | 3.5 | 2.4 | 3.47 |
| Dick | 9.0 | 7.2 | 7.0 | 7.8 | 7.5 | 8.8 | 7.2 | 2.4 | 7.09 |
| Gentleworms | 6.6 | 5.2 | 5.2 | 7.0 | 6.1 | 5.7 | 6.3 | 5.7 | 5.98 |
| Putting Out | 7.2 | 8.1 | 7.7 | 8.1 | 8.8 | 7.2 | 7.8 | 3.5 | 7.28 |
| Casting Call | 7.3 | 8.8 | 8.5 | 9.2 | 9.2 | 7.0 | 8.8 | 2.7 | 7.67 |
| Horny Cloud | 7.2 | 2.8 | 2.9 | 2.9 | 3.7 | 6.3 | 2.4 | 2.8 | 3.87 |
| The Mission | 8.8 | 8.8 | 7.8 | 8.8 | 8.5 | 9.2 | 7.8 | 5.7 | 8.14 |
| Carolyn | 8.8 | 8.8 | 8.5 | 7.7 | 7.2 | 8.8 | 6.8 | 2.4 | 7.35 |
Dataset: 285 Perry Bible Fellowship comics with human-curated ground truth explanations
Evaluation: AI explanations scored by Claude-4-Opus on accuracy (40%), completeness (25%), insight (25%), clarity (10%)
Scoring: Each criterion rated 1-10, with overall score as weighted average